| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.409 | 0.648 |
|
Retracted Output
|
-0.118 | -0.189 |
|
Institutional Self-Citation
|
-1.606 | -0.200 |
|
Discontinued Journals Output
|
-0.393 | -0.450 |
|
Hyperauthored Output
|
-1.012 | 0.859 |
|
Leadership Impact Gap
|
1.191 | 0.512 |
|
Hyperprolific Authors
|
0.901 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.317 | 0.387 |
TBS Education presents a robust scientific integrity profile, reflected in an overall score of -0.247, which indicates a performance generally aligned with or exceeding expected standards. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, multiple affiliations, and publication in discontinued or institutional journals, demonstrating strong governance and a commitment to external validation and transparency. However, areas requiring strategic attention have been identified, particularly the medium-risk signals in the gap between its total and led-research impact, the rate of hyperprolific authors, and the rate of redundant output. These findings are contextualized by the institution's outstanding thematic positioning, as evidenced by SCImago Institutions Rankings data, which places it 3rd in France for Business, Management and Accounting. While the institution's specific mission statement was not available for this analysis, the identified risks could challenge any mission centered on achieving authentic academic excellence and social responsibility. True leadership requires not just participation in high-impact research but also the cultivation of internal capacity and unimpeachable ethical standards. A proactive review of authorship and impact generation policies is recommended to fortify its reputational integrity and ensure its distinguished academic standing is built on a sustainable and internally-driven foundation.
The institution demonstrates an exceptionally low rate of multiple affiliations, with a Z-score of -1.409, in stark contrast to the medium-risk national trend in France (Z-score: 0.648). This result suggests a clear institutional policy or culture that effectively insulates it from the broader risk dynamics observed in its environment. While multiple affiliations can be legitimate, the national context shows a tendency that could signal strategic "affiliation shopping" to inflate credit. TBS Education's profile, however, indicates a robust and transparent approach to authorship and institutional representation, avoiding practices that could dilute its academic identity.
With a Z-score of -0.118, the institution's rate of retracted output is statistically normal and aligns closely with the national average in France (Z-score: -0.189). However, the slightly higher value suggests an incipient vulnerability that warrants monitoring. Retractions are complex events, and while some signify responsible supervision, a rate that begins to diverge from the norm can be an early indicator that pre-publication quality control mechanisms may be under strain. This signal calls for continued vigilance to ensure that methodological rigor and the institution's integrity culture remain strong, preventing potential issues from escalating.
The institution exhibits an exemplary profile regarding institutional self-citation, with a Z-score of -1.606, which is significantly lower than the already low-risk national benchmark in France (Z-score: -0.200). This absence of risk signals is consistent with national standards of integrity and demonstrates a strong outward-looking research culture. A certain level of self-citation is natural, but the institution's very low rate confirms that it avoids the "echo chambers" that can lead to endogamous impact inflation. This result indicates that its academic influence is validated by the global community rather than through internal dynamics.
The institution's rate of publication in discontinued journals is minimal, with a Z-score of -0.393, which is almost perfectly aligned with the very low-risk national average in France (Z-score: -0.450). This indicates a high level of integrity synchrony with its environment. Although the risk is negligible, the institution's score is marginally higher, representing a residual noise in an otherwise inert context. This suggests that while due diligence in selecting publication channels is overwhelmingly effective, isolated instances may still occur, highlighting the ongoing importance of information literacy for researchers.
With a Z-score of -1.012, the institution shows a low rate of hyper-authored output, demonstrating institutional resilience against the medium-risk trend observed nationally in France (Z-score: 0.859). This suggests that the institution's control mechanisms effectively mitigate the systemic risks of author list inflation prevalent in its environment. Outside of "Big Science" contexts where large author lists are normal, this indicator can signal the dilution of individual accountability. TBS Education's performance indicates a healthy culture of authorship, successfully distinguishing between necessary collaboration and practices that could obscure meaningful contributions.
The institution shows a medium-risk signal in this area, with a Z-score of 1.191, indicating a higher exposure to this risk factor compared to the national average in France (Z-score: 0.512). This pattern is systemic at the national level but is more pronounced at the institution. A wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a sustainability risk. This suggests that a notable portion of its scientific prestige may be dependent and exogenous, stemming from collaborations where it does not exercise intellectual leadership. This finding invites a strategic reflection on building internal capacity to ensure excellence is structural and not just a result of strategic positioning.
The institution presents a medium-risk signal for hyperprolific authors with a Z-score of 0.901, a moderate deviation from the low-risk national standard in France (Z-score: -0.654). This indicates that the institution is more sensitive than its national peers to practices leading to extreme publication volumes. While high productivity can reflect leadership, volumes that challenge the limits of meaningful intellectual contribution can create imbalances between quantity and quality. This signal warrants a review to ensure that authorship is not assigned coercively or without real participation, thereby safeguarding the integrity of the scientific record over the inflation of metrics.
The institution maintains total operational silence in this indicator, with a Z-score of -0.268, performing even better than the already very low-risk national average in France (Z-score: -0.246). This complete absence of risk signals is a testament to its commitment to external, independent peer review. By avoiding dependence on in-house journals, the institution eliminates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is validated through standard competitive channels, maximizing global visibility and reinforcing its credibility.
The institution's rate of redundant output, or "salami slicing," registers as a medium-risk signal with a Z-score of 0.317. While this reflects a systemic pattern also present at the national level in France (Z-score: 0.387), the institution's score is slightly lower, suggesting a degree of differentiated management. This indicates that while the practice of fragmenting studies into minimal publishable units to inflate productivity exists, the institution moderates this risk more effectively than the national average. Nevertheless, this alert highlights the need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume, thereby protecting the integrity of the scientific evidence base.
